{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "test = np.load(\"/Users/nicolasoulianov/mistral/llm-colosseum/observation.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1223edbe0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use imshow to display the image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.imshow(test[100:200, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1227530b0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frame = test[160:200, 80:100]\n",
    "plt.imshow(frame)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 88, 176,  40], dtype=uint8)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame[0, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "first_match (89, 107)\n"
     ]
    }
   ],
   "source": [
    "KEN_RED = [248, 0, 0]\n",
    "KEN_GREEN = [48, 88, 152]\n",
    "KEN_GREEN = [88, 176, 40]\n",
    "\n",
    "\n",
    "color = np.array(KEN_GREEN)\n",
    "\n",
    "frame = test[ 80:200,:]\n",
    "\n",
    "# Detect the red color of Ken\n",
    "# !!! THIS DOESNT WORK BECAUSE THE COLOR ISNT RIGHT!!\n",
    "\n",
    "diff = np.linalg.norm(np.array(frame) - np.array(color), axis=2)\n",
    "# print(\"diff\", diff)\n",
    "mask = diff < 1\n",
    "\n",
    "# Return the index where the red color is detected\n",
    "coordinates = mask.nonzero()\n",
    "# print(\"coordinates\", coordinates)\n",
    "\n",
    "# Add back the vertical offset\n",
    "first_match = (coordinates[1][0], coordinates[0][0] + 80)\n",
    "\n",
    "print(\"first_match\", first_match)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x122b026f0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x122516060>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find where color is [64, 80, 144]\n",
    "\n",
    "mask = test == [64, 80, 144]\n",
    "# mask.any(axis=2)\n",
    "\n",
    "coordinates = mask.any(axis=2).nonzero()\n",
    "\n",
    "coordinates[0][0], coordinates[1][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ True,  True,  True, False, False, False],\n",
       "       [False,  True,  True, False, False, False]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask.any(axis=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mistral-hackathon",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
